J Comput Neurosci (2008) 24:113–136
DOI 10.1007/s10827-007-0044-8
Spike-frequency adaptation generates intensity
invariance in a primary auditory interneuron
Jan Benda · R. Matthias Hennig
Received: 4 October 2005 / Revised: 27 April 2007 / Accepted: 30 April 2007 / Published online: 30 May 2007
© Springer Science + Business Media, LLC 2007
Abstract Adaptation of the spike-frequency response
to constant stimulation, as observed on various
timescales in many neurons, reflects high-pass filter
properties of a neuron’s transfer function. Adaptation
in general, however, is not sufficient to make a neu-
ron’s response independent of the mean intensity of a
sensory stimulus, since low frequency components of
the stimulus are still transmitted, although with reduced
gain. We here show, based on an analytically tractable
model, that the response of a neuron is intensity invari-
ant, if the fully adapted steady-state spike-frequency
response to constant stimuli is independent of stimu-
lus intensity. Electrophysiological recordings from the
AN1, a primary auditory interneuron of crickets, show
that for intensities above 60 dB SPL (sound pressure
level) the AN1 adapted with a time-constant of ∼ 40 ms
to a steady-state firing rate of ∼ 100 Hz. Using identical
random amplitude-modulation stimuli we verified that
the AN1’s spike-frequency response is indeed invariant
to the stimulus’ mean intensity above 60 dB SPL. The
transfer function of the AN1 is a band pass, resulting
from a high-pass filter (cutoff frequency at 4 Hz) due
Action Editor: Israel Nelken
J. Benda (B )
Institute for Theoretical Biology, Biology Department,
Humboldt University, Invalidenstr. 43,
10115 Berlin, Germany
e-mail: j.benda@biologie.hu-berlin.de
R. Matthias Hennig
Behavioral Physiology, Biology Department,
Humboldt University, Invalidenstr. 43,
10115 Berlin, Germany
to adaptation and a low-pass filter (100 Hz) determined
by the steady-state spike frequency. Thus, fast spike-
frequency adaptation can generate intensity invariance
already at the first level of neural processing.
Keywords Spike-frequency adaptation · Invariance ·
Model · Auditory system · Cricket
1 Introduction
Spike-frequency adaptation, a relaxation of an initially
high spike-frequency to a lower steady-state level in
response to a constant stimulus, is a common prop-
erty of many neurons (Sobel and Tank 1994; Wang
1998; Sanchez-Vives et al. 2000; Fuhrmann et al. 2002;
Gabbiani and Krapp 2006). The slow adaptation dy-
namics often acts subtractively on the input to the
neuron, independent of the details of the underlying
adaptation mechanism (Benda and Herz 2003). Sub-
tractive adaptation adds a high-pass filter to the neu-
ron’s transfer function (Nelson et al. 1997; French et al.
2001; Benda et al. 2005). A high-pass filter attenuates
slow stimulus components including the mean, whereas
fast stimulus components are transmitted with high
gain. Fast and slow stimulus components are distin-
guished by the cutoff frequency that is determined by
the neuron’s adaptation time-constant (Benda et al.
2005). If the slow stimulus components were suppressed
completely, then the response to fast components will
be independent of the mean intensity of the stimulus.
Consequently, the response of such a neuron will be
intensity invariant.